Portfolio

Selected engagements, each with the architecture, the numbers, and the trade-offs. Search by technology or skill to find work close to your problem.

1 project tagged “Edge inference”

Privacy-preserving ML / Edge2025

Federated Privacy-Preserving Typing Assistant

Next-word prediction trained across distributed clients where only differentially-private model updates ever leave the device.

Privacy budget after 15 rounds
ε ≈ 1.12
Top-5 next-word accuracy
19.0%
View case study